{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from os.path import join as opj\n",
    "\n",
    "import numpy as np\n",
    "from omegaconf import OmegaConf\n",
    "from copy import deepcopy\n",
    "import torch\n",
    "from datetime import datetime\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from utils.gumbel_softmax import gumbel_softmax\n",
    "from utils.misc import reproduc, plot_causal_matrix, plot_causal_matrix_in_training, calc_and_log_metrics\n",
    "from utils.logger import MyLogger\n",
    "\n",
    "from data.simu_data import simulate_var, simulate_random_var, load_dream_data, simulate_lorenz_96\n",
    "\n",
    "import cuts_plus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "opt = OmegaConf.load(\"opt/lorenz_example.yaml\")\n",
    "device = \"cuda\"\n",
    "\n",
    "reproduc(**opt.reproduc)\n",
    "timestamp = datetime.now().strftime(\"_%Y_%m%d_%H%M%S_%f\")\n",
    "opt.task_name += timestamp\n",
    "proj_path = opj(opt.dir_name, opt.task_name)\n",
    "log = MyLogger(log_dir=proj_path, **opt.log)\n",
    "log.log_opt(opt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data shape:  (1000, 128)\n"
     ]
    }
   ],
   "source": [
    "opt_data = opt.data\n",
    "\n",
    "if opt_data.name == \"uniform_var\":\n",
    "    data, beta, true_cm = simulate_var(**opt_data.param)\n",
    "elif opt_data.name == \"random_var\":\n",
    "    data, true_cm = simulate_random_var(**opt_data.param)\n",
    "elif opt_data.name == \"lorenz_96\":\n",
    "    data, true_cm = simulate_lorenz_96(**opt_data.param)\n",
    "elif opt_data.name == \"dream\":\n",
    "    data, true_cm = load_dream_data(**opt_data.param)\n",
    "else:\n",
    "    raise NotImplementedError\n",
    "\n",
    "print(\"Data shape: \", data.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sampled data MSE:  7.78678763000192\n"
     ]
    }
   ],
   "source": [
    "p_block = opt_data.missing.params.p_block\n",
    "p_noise = opt_data.missing.params.p_noise\n",
    "max_seq = opt_data.missing.params.max_seq\n",
    "min_seq = opt_data.missing.params.min_seq\n",
    "\n",
    "np.random.seed(opt_data.seed)\n",
    "rand = np.random.random\n",
    "randint = np.random.randint\n",
    "\n",
    "# Generate random blocks noise\n",
    "init_mask = rand(data.shape) < p_block\n",
    "for col in range(init_mask.shape[1]):\n",
    "    idxs = np.flatnonzero(init_mask[:, col])\n",
    "    if not len(idxs):\n",
    "        continue\n",
    "    fault_len = min_seq\n",
    "    if max_seq > min_seq:\n",
    "        fault_len = fault_len + int(randint(max_seq - min_seq))\n",
    "    idxs_ext = np.concatenate([np.arange(i, i + fault_len) for i in idxs])\n",
    "    idxs = np.unique(idxs_ext)\n",
    "    idxs = np.clip(idxs, 0, init_mask.shape[0] - 1)\n",
    "    init_mask[idxs, col] = True\n",
    "\n",
    "# Generate random noise\n",
    "eval_mask = init_mask | (rand(init_mask.shape) < p_noise)\n",
    "mask = 1 - eval_mask\n",
    "\n",
    "sampled_data = data * mask\n",
    "print(\"Sampled data MSE: \", np.mean((sampled_data - data)**2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=[10,10])\n",
    "plt.plot(np.arange(0, 100, 1), data[:100,1], label=\"original\", alpha=0.5)\n",
    "plt.scatter(np.argwhere(mask[:100,1]), data[np.argwhere(mask[:100,1]),1], label=\"sampled points\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sub_cg = plot_causal_matrix(true_cm, figsize=[9, 9], vmin=0, vmax=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n_groups:  32\n",
      "Using masked supervision for data prediction (masked_before_100)......\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 31%|███▏      | 20/64 [00:23<00:55,  1.27s/it, S2 loss=0.56, spr=0.61, auc=0.9935]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data update started!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 64/64 [01:17<00:00,  1.22s/it, S2 loss=0.54, spr=0.59, auc=0.9993]\n"
     ]
    }
   ],
   "source": [
    "sota_opt = opt.sota\n",
    "graph = cuts_plus.main(data, mask, true_cm, sota_opt.cuts_plus, log, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graph = (graph - np.min(graph)) / (np.max(graph) - np.min(graph))\n",
    "sub_cg = plot_causal_matrix(graph, figsize=[9, 9], vmin=0, vmax=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py38",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
